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Minnesota farm-to-table business faces higher costs as fuel prices rise
A farm-to-table business owner says rising fuel prices are negatively impacting her bottom line. Traci Walkowski sells produce and pasture raises turkeys and chickens in Hutchinson, Minnesota and tells Brownfield traveling to farmers markets is getting more expensive. “Obviously we don’t see the impact as much as someone who’s using gallons of diesel to you […]
Arlington officer kills man armed with knife during mental health call, police say
Olympiacos Starts European Campaign With Victory; Armando Gonzalez Emotional
Mexican and Olympiacos forward Armando González fueled a spirited comeback at Georgios Karaiskakis Stadium, dedicating a milestone European goal to his mother and country during a thrilling continental debut.
Faropoint adds another Long Island property to its portfolio
Faropoint purchased a 33,500-square-foot industrial building in Farmingdale for $6.35 million, expanding its Long Island portfolio.
Iowa’s Rural Mainstreet Index decreases, farm prices increase in September
Iowa’s Rural Mainstreet Index decreased to 44.6 from 46.2 in August, according to a monthly survey of rural bank CEOs. The state’s farm and ranchland price index increased to 50 from 44.2 since last month. The Rural Mainstreet Index covers 10 regional states and rural communities, providing the most current real-time analysis of the rural…
'Of course I am worried': Live Science readers react to US weapons in space
Are you worried about an arms race in space? Live Science readers shared their thoughts.
120-Acre Whole Health Campus Begins Taking Shape in Bentonville
The Alice L. Walton Foundation and Mercy have broken ground on a 120-plus-acre health care campus in Bentonville that aims to expand access
Engrams Embedding Entendre: Codesign for Efficient DRAM/SSD Offloading
Engram extends standard token embeddings with learned multi-token lookups. Recurring local patterns retrieve vectors directly, reducing the need to reconstruct them through attention and feed-forward layers. With Engram model architecture optimization, it allows for lower HBM capacity to be needed for models at the same quality. This does not mean there won’t be an insane demand for HBM but it just means that model architecture will continue to innovate around constraints. This model architecture design is naturally codesigned for parameter offloading: each token accesses a few embedding rows whose addresses depend on token IDs, not hidden states. The runtime can prefetch those rows from host DRAM while earlier layers compute, keeping the table outside HBM without transferring entire weight matrices. Our Memory model contains our latest estimates of quarter by quarter HBM, DRAM, & NAND supply and demand. Offloading frees HBM for model weights and KV cache, potentially supporting larger batches or more concurrent sessions. When DRAM becomes the next constraint, NVMe offers another tier. Recommendation systems already cache frequently or recently accessed embedding rows in faster memory while backing colder rows with SSDs. After NVIDIA roadmap had to change due to massively despec’ing Rubin Ultra from 1024GB to now ~200GB of HBM per chip, model architecture optimizations like emgram maybe helpful. Our DeepSeek-V4.1-Flash configuration uses roughly 189 GiB of memory for Engram. We replace it with a memory-mapped (mmap) file and measure serving performance with offload to SSD. Later on in our report, we will show our Engram offloading experiments along with the official InferenceX agentic inference serving results on Engram models like DeepSeekv4.1 Flash across all 6 NVIDIA GPU SKUs along with MI355X. Unsurprisingly, the CUDA Moat is still mogging MI355X on the ultra popular DeepSeekV4.1 Flash model. We also show how even on high capacity HBM SKUs, offloading emgrams to DRAM could result in even better performance for most of the pareto than keeping the emgram in HBM. Our benchmark has been widely reproduced, validated and/or supported by almost every major buyer of compute from Google Cloud to Microsoft Azure to Oracle, to Meta and many more. Furthermore, it has the support of the ML community including from vLLM, LMCache, SGLang, PyTorch, Huggingface and the support of major labs like OpenAI, MiniMax, ZAI, Qwen, Moonshot Kimi, etc. Star the InferenceX GitHub repository if you find the open-source benchmark and data useful!. InferenceX is the only inference benchmark in the world to have TPUv7, Jalapeño, Nvidia Rubin NVL72, AMD, and soon, SambaNova and Trainium. Due to how realistic AgentX scenario is to real world agentic inference workloads, AMD has committed to collaborating on MI455X UALoE72 too. DeepSeek did not release the original paper’s two trained Engram models. We replicated its setup on fineweb-edu using the released code and training hyperparameters, at an estimated 6E18 FLOPs per run. We observed the same U-shape scaling: Engram improved performance over pure MoE baselines. We also reproduced DeepSeek’s results, where earlier-layer representations with Engram resembled those of later layers. Like the original Engram paper, it is possible to probe Engram’s gate scores to see what n-grams DeepSeek-V4.1-Flash makes the most use of. Our gate scan finds names, code fragments, relational phrasing, and boilerplate. These examples prioritize interesting-ness over gate strength. One unexpected result was Wright : Ace Attorney. These examples suggest learned memory optimizes the training objective, not a judgment of which facts deserve storage. Licenses, bibliography fragments, API scaffolding, and website furniture can provide prediction shortcuts, so the value of additional Engram capacity may depend on what survives data preparation. This does not show that table capacity is “wasted”: the evaluation-corpus scan establishes neither training exposure nor the capacity occupied by each category. For offloading, strong gates do not identify cache-hot rows. Low gates do not automatically save reads either: computing the gate requires the retrieved key and undoes the performance gain of a fused kernel. Skipping reads would require a separate usefulness predictor before retrieval. In the original paper’s inference-time ablation, factual-knowledge benchmarks retained just 29–44% of their original performance, while reading comprehension retained 81–93%. This is due to the training–inference mismatch. The resulting degradation therefore measures this trained model’s dependence on Engram, not the performance difference between models trained with and without it. In our ablations, suppressing Engram worsens token likelihood across all evaluated domains, especially encyclopedia text and several code corpora. Surprisingly, GSM8K accuracy stays within measured run-to-run variation and removing Engram has no effect. Engram is not a detachable dictionary beside an unchanged MoE. Removing it changes downstream features and expert selection. We tested whether rerouting hurts or compensates by holding tokens fixed in a teacher-forced experiment on CRUXEval, a code-reasoning benchmark of small Python functions where the model predicts a function’s output from its code and an input, and scoring the reference answer. Removing Engram raised answer loss from 0.2848 to 0.3093 bits/token. Forcing the ablated model to use the original Engram-on expert choices made it worse still, at 0.3375 bits/token. Rerouting partially compensates for the missing memory. Memory features and expert selection work together, rather than following a clean “memory stores facts; experts reason” division. On the same CRUXeval, removing Engram during either phase reduced accuracy and increased generated tokens; removing it throughout produced the largest changes. Keeping Engram for prefill leads to more correct answers than keeping for decode likely due to semantically richer KV cache transferred to decode workers, allowing it to mitigate some of the performance loss. Engram’s table is large, but each lookup is small. DeepSeek-V4.1-Flash requests 24 rows at each of two Engram layers, about 12.4 KiB per processed token position across the model, or 3.1 KiB per GPU when split across four GPUs. Currently as of Day 7 since Model Release, MI355X is still 2-4x worse performance per dollar compared to B200 even when normalized by Mi355X’s lower TCO. Our full total cost of ownership breakdown comes from our AI Cloud TCO Model along with monthly market surveys of over 100+ gpu clouds & gpu cloud customers. On the Day 0 release of DeepSeekv4.1 Flash, NVIDIA vLLM works out of the box with zero issues across all 6 SKUs: H100, H200, B200, B300, GB200, GB300! This was thanks to the amazing work by the NVIDIA & Interact teams! In comparison, AMD vLLM did not work on day 0 for DeepSeekv4.1 Flash.Source: SemiAnalysis InferenceX AMD’s vLLM documentation points to using vllm/vllm-openai-rocm:deepseekv41-flash-0909, but from hour 0 of the model release to hour 23, AMD has not publicly released the image. AMD claims, “SPEED IS THE MOAT,” yet it has still not released it by the 23rd hour. We wish that, going forward, the AMD team has a better process for hour 0 model releases. Eventually when they did publicly release for “day 0” image support, performance-wise, it is currently up to 14.8x worse perf per dollar than H200 and up to 42x worse perf per dollar than B200/B300. The power of the CUDA MOAT is NVIDIA’s collaboration with its massive 6 million-developer community ecosystem including most of the vLLM & SGLang & Tokenspeed maintainers which means that CUDA is optimized on day 0. Overall, AMD did make significant improvements but the performance per dollar is still currently 2-4x worse than B200. AgentX Engram DRAM Offloading Improving Performance The HBM and DRAM offload use the same GPU kernel to select and dequantize rows. With HBM, it reads GPU memory; with Unified Virtual Addressing (UVA), it reads pinned host memory directly. Both support full decode graphs. Moving the table into HBM accelerates only the sparse lookup, leaving decoder computation and communication unchanged, resulting in little overall benefit while consuming memory otherwise available to KV cache. Another benefit of Engram offloaded to DRAM which means you can reduce the communication overhead by using less HBM GPUs per replica. For example, when enabling Engram offloading on B300, we are able to switch from TP4 to now TP2 which improves the pareto curve by up to 1.6x. When iso-model quality, less HBM is required as the engrams could be offloaded to host DRAM. Thus HBM bandwidth matters way more than HBM capacity. For inference workloads where memory bandwidth matters the most, 4-hi HBM provides the best $/bandwidth and therefore lowest cost per token. If China continues to make more and more revolutionary model architecture innovations, soon it could potentially 0Hi HBM stacks. [ ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) [ Long Live the Short King: Why 4-hi HBM Wins ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Myron Xie, Bryan Shan, and 3 others · Sep 13 [ Read full story ](https://newsletter.semianalysis.com/p/long-live-the-short-king-why-4-hi) Moreover, on B300 and week-0 stack, moving the Engram table back to HBM did not improve results and stay within run-to-run variance. This is a result of the work optimizing DRAM offload, such as async, and overlap. SSD Offloading On B200, we created a unoptimized vLLM fork and stored the Engram tables in memory-mapped files on local SSDs. File backing lets the OS reclaim table pages when other applications need RAM. Pages already cached in memory can be served without reading the SSD again. Furthermore, note that we were unable to turn on GDS The unoptimized SSD implementation changes how rows reach the GPU. It copies row IDs to the CPU, deduplicates them, gathers the requested rows into pinned buffers, copies those rows back to the GPU and dequantizes them. This work runs between segments of the GPU execution graph. Native UVA performs row selection and dequantization directly on the GPU, avoiding the CPU round trip. A warm filesystem cache removes physical SSD reads, but leaves the coordination, row gathering and transfers. This is why a file already cached in RAM can still perform worse than a pinned DRAM table. The comparison measures the whole serving path; it does not separate the time spent on each of these operations. B200 DRAM dominates both measured SSD serving curves in total tokens per dollar and P90 interactivity. Near 125 tokens/s/user, DRAM delivers 121 million total tokens per dollar versus 52 million for SSD. For production serving, SSD offloading is likely not worth the tradeoff. On the B200 configurations we measured, SSD offloading loses on both measures: every observed SSD point has a DRAM alternative that delivers higher P90 interactivity and more total tokens per dollar. The only points where Cheaper storage does not automatically produce a cheaper inference service. Moving Engram to SSD leaves the same four expensive GPUs and the rest of the server in place. Reclaiming RAM only creates an economic benefit if it enables a cheaper server configuration or additional useful capacity. The current unoptimized path provides neither benefit, and the filesystem cache still consumes RAM when table pages are resident. Next we will look at the mechanisms and specific implementation of ngrams from DeepSeekv4.1 Flash, LongCat, Qwen3.8 Flash Next.
Mathematicians Build Long-Awaited Graph Sandwich
The proof of a decades-old conjecture has given researchers a new way to understand complex networks.
FL health department proposes allowing pharmacists to administer chikungunya vaccine
In Florida, there have been 189 reported cases of chikungunya disease so far this year, according to DOH’s reportable diseases frequency report. Most were reported in Miami-Dade.
CVS Health Redevelops Soccer Pitch Alongside Seattle Reign FC and the RAVE Foundation
Originally published on Company NewsroomThe new mini-pitch brings safe access to play to Orchards Elementary School in Vancouver, WA, as part of 's multi-year field revitalization commitmentNORTHAMPTON, MA AND WOONSOCKET, RI / ACCESS Newswire / September 18, 2026 / ® (NYSE:CVS) announced it has redeveloped a mini soccer pitch in collaboration with Seattle Reign FC and the club's charitable arm, the RAVE Foundation. The mini-pitch, which is located at Orchards Elementary in Vancouver, WA, is now
Who is Howard Buffett? Meet Berkshire Hathaway's new chairman
Warren Buffett's son Howard is Berkshire Hathaway's new chairman. Here's a look at his career in farming, business, and philanthropy.
This DIY Creator Is Building a Compass That Only Points to Taco Bell
Custom hardware maker Tru Narla is transforming a hobby invented by cyberpunks cosplaying dystopia into an artistic vision for how humanity can live in blissed-out harmony with the technology it creates.
MU Health Care earns national recognition by SNMMI
(9/18/26) MU Health Care has been designated a Clinical Radiopharmaceutical Therapy Center of Excellence by the Society of Nuclear Medicine and Molecular Imaging (SNMMI).
Splitter Farms: How Culture Built a 21,000-Acre Business From 1,000 Acres
Matt and Janna Splitter grew their farm by investing in people. Now the test is whether the farm can run without them — and which acres are worth keeping.
Expanded Havelock health center adds exam rooms, pharmacy and VA behavioral clinic space
HAVELOCK, Craven County — Craven County leaders will cut the ribbon Monday on an expansion of the Craven County Community Health Center in Havelock.The ceremony
Lancaster County public sales: Sept. 18, 2026
Kline, Kreider & Good Auctioneers, of Bowmansville, conducted a public auction of real estate Aug. 11 for Norman G. and Eunice B. Hoover at 765 Glenwood Drive, Ephrata. A farmhouse,
Tribes hit hard by wildfires face health effects, cultural losses
Tribal leaders across Washington and Oregon told Stateline that this year’s record-breaking wildfires burned timber that they rely on for income, threatened food sources and waterways, and harmed the health of their communities.
'Tender Loving Care' review: 'Widow's Bay's Kate O'Flynn shines in Mike Leigh's latest
The British scene-stealer dances, jokes, and warms hearts in this charming drama.
16th Asian Chief Dental Officers Meeting: Advancing universal health coverage for oral health in the WHO Western Pacific and South-East Asia Regions
Session 3 of the 100-Day Sprint BackgroundOral diseases remain among the most prevalent noncommunicable diseases (NCDs) across Asia, affecting people throughout the life course and placing a significant burden on individuals, families and health systems. Countries across the World Health Organization (WHO) Western Pacific Region and South-East Asia Region have committed to strengthening oral health through regional action plans and by advancing universal health coverage (UHC). The 16th Asian Chief Dental Officers Meeting (ACDOM) serves as a regional platform for Chief Dental Officers in Asia to exchange experiences, strengthen collaboration and accelerate implementation of oral health commitments. For the first time, the meeting is being jointly organized by the WHO Regional Offices for South-East Asia and for the Western Pacific and the ACDOM Secretariat. This year's meeting introduces a 100-Day Sprint, bringing together oral health and UHC leads and technical experts to support countries in strengthening integration of oral health within national UHC benefit packages. Through the Sprint, participating countries will develop, refine, cost and operationalize country-specific essential oral health-care benefit packages using WHO tools, including the Service Package Delivery and Implementation (SPDI) Platform. The in-person 16th Asian Chief Dental Officers Meeting represents Session 3 and the midpoint of the 100-Day Sprint, providing an opportunity for countries to review progress, exchange experiences, identify challenges and refine their approaches before continuing with the remaining Sprint sessions. 100-Day SprintSession Date Format Title Session 1 (Day 0) 19 Aug Virtual Setting the Scene and Introducing Key Principles and Frameworks Session 2 16 SepVirtual Introduction to the SPDI Platform and Initial Mapping Exercise Session 3 27-29 Sep In-person, 16th Asian Chief Dental Officer Meeting, Malaysia Review and Refinement of Oral Health Service Packages Session 4 14 Oct Virtual Finalizing National Essential Oral Health Services Packages and Costing Exercise Session 5 (Day 100) 26 Nov Virtual Country Presentations and Closing of the 100-Day Sprint ObjectivesLeverage the 100-Day Sprint to define priority implementation actions for oral health in countries; Strengthen national capacity to design, cost and operationalize country-specific essential oral health care packages using SPDI platform; andExplore cross-country collaboration to expand access to essential oral health supplies and products, including harmonized specifications and pricing, and improve supply chains for essential dental preparations and medicines.Expected outcomesA draft country-specific essential oral health care benefit package developed using the SPDI platform and aligned with WHO’s Essential Oral Health Care packageA strengthened regional network in Asia of oral health and UHC leaders, fostering collaboration among South-East Asia and Western Pacific countries, WHO offices and WHO Collaborating Centres to support sustained implementation beyond the meetingParticipantsChief Dental Officers and national oral health programme leads;National focal points responsible for universal health coverage, health financing and health systems;Representatives from WHO country offices, regional offices and headquarters;WHO Collaborating Centres; andAcademic institutions and technical partners.
Lake Powell Drops to Record-Low Levels
Snow drought and unusually warm temperatures in the Colorado Basin in 2026 helped drive down reservoir water storage in the U.S. West.
Florida health department moves to allow pharmacists to give chikungunya vaccine
A proposed rule would allow people to receive the shot at pharmacies. The Board of Pharmacy is accepting public comments through Oct. 8.
Farmer who voted for Trump says "I can't stay in business" amid rising costs
Sunshine Health Tallahassee and Farm Share partner to combat food insecurity with new truck
Sunshine Health Tallahassee and Farm Share unveiled a new co-branded truck at the community center on South Monroe.
Scientists trace half the DNA in Xinjiang’s oldest tombs to Yellow River farmers
Study of Bronze Age remains uncovers a population with roots in both Yellow River farmers and Eurasian steppe groups.
Union representing Northeastern security guards rallies for health benefits
More than 125 demonstrators gathered outside Ruggles Station Sept. 15 to support unionized unarmed security officers working without a contract.
WA Kenyan community, healthcare workers alarmed by uptick in ICE arrests
An increase of arrests of Kenyan immigrants in Washington is raising alarms for communities and labor groups across the state.
Ed Oliver injures hip during warmups
Bills DT Ed Oliver injures hip during pregame warmups and declared inactive
Detroit Lions Catch MASSIVE Break for TNF Matchup vs. Bills
Bills DT Ed Oliver suffered a hip injury during warmups and is out against Detroit, giving the Lions' battered offensive line a major break.
Trump ordered DOJ not to appeal ruling that loosened limits on "gangster weapons," sources say
President Trump ordered the Justice Department not to appeal a court ruling that loosened restrictions on firearms known as "gangster weapons," sources familiar with the matter told CBS News.
Nominate The Best Operators In the Business
AGCO's award honors the custom applicators who keep ag retail running — nominations for 2026 close September 30.
Final stretch: Science Hill JROTC nears $25,000 fundraising goal
Science Hill High School's Army JROTC program has raised about $21,096 toward a $25,000 fundraising goal, with 11 days remaining in its campaign as of Thursday afternoon. The program is also seeking a 10 to 15 passenger van to help transport cadets to competitions and community events.
Business Briefs: Blue Cross Foundation tabs Sanchez for MMPI post
The Blue Cross Blue Shield of Massachusetts Foundation appointed Liz Sanchez as director of the Massachusetts Medicaid Policy Institute, a dedicated arm
EVS-4
From ice in Greenland to rivers in Alaska’s North Slope to fires and farmland in the U.S. Southwest, Earth Ventures Suborbital-4 (EVS-4) constitutes a series of airborne campaigns.
Worker's arm trapped in machinery at Rockville business, shock trauma team called to scene
Rescue crews are working to free a worker whose arm and hand became trapped in industrial machinery in Rockville, Maryland.
Iowa’s August jobs report released
Iowa’s unemployment rate held steady in August at 3.2%, the same as it has been since May, new information from Iowa Workforce Development shows. The U.S. unemployment rate was 4.1%, the same as it was in July. Businesses in Iowa added 2,400 jobs in August, pushing the state’s nonfarm employment to 1,585,800. Sectors that saw…
Sunshine Health and Farm Share partner to fight food insecurity in South Tallahassee
Sunshine Health and Farm Share host a monthly food pantry in South Tallahassee, offering free food and health services to the community.
Walmart launches rural health ambassador pilot, tapping pharmacists for expanded support
Big box retailer Walmart is launching a six-month pilot program that places pharmacists in a new “Health Ambassador” role at five rural stores to help customers navigate health and wellness resourc | Walmart’s Health Ambassador Associate roles will be given to trained pharmacists at each store participating in the program.
2026 MILK Business Award Winners: Three Dairy Leaders Moving the Industry Forward
A tech-forward Colorado dairy, a Wisconsin producer growing her farm and giving back to her community, and a nearly 30-year farm veteran show three sides of dairy leadership.
After gaining acclaim in Los Angeles, conductor Gustavo Dudamel takes on New York
Gustavo Dudamel has taken over as music director of the New York Philharmonic
After gaining acclaim in Los Angeles, conductor Gustavo Dudamel takes on New York
Gustavo Dudamel has taken over as music director of the New York Philharmonic.
President Trump is bringing healthy food from harvest to hallways
The Trump administration is launching initiatives to improve school nutrition by increasing farm-to-school grant funding and investing in cafeteria equipment upgrades.
How Our Health Care May Be at Stake if We Don't Fight
If you care about keeping the affordable health care CSU faculty enjoy, one of management’s bargaining proposals should alarm you and spur you to join our
The “Dark Money” Myth: Don’t Confuse Issue Education with Political Speech
In a recent article covering the 2026 midterms, The New York Times sounded an all-too-familiar alarm, warning readers of a tidal wave of "dark money" supposedly washing over the election. The narrative is meant to incite outrage, painting a picture of shadowy figures “upending” and “manipulating” politicians, our political process and indeed democracy itself through secretive nonprofit organizations.
Everybody Wants to Make Their Own Mac mini Now, and It's Obvious Why
The era of the tiny AI boxes is setting off a different kind of PC arms race.
First Saturday Photo: The Potsdam Pitches and Local Sponsor
Tom Burns, owner of Frog Acres Farm and The Dirty Business Bath Company, is pictured with The Potsdam Pitches during First Saturday, the Potsdam Chamber of Commerce’s welcome event for
Committee advances farm bill with McConnell's vote
A Senate committee narrowly approved a massive agricultural bill Wednesday, with Sen. Mitch McConnell providing the decisive vote.
OnMed, Jackson Health System and The Salvation Army Deploy OnMed CareStation™ to Extend Care Beyond Hospital Walls in Miami
WHITE PLAINS, N.Y., September 17, 2026--OnMed, the leader in hybrid healthcare expanding access to care through the CareStation, today announced a new partnership with Jackson Health System, Miami’s only public health system, and The Salvation Army to bring essential medical care closer to home in Miami's Allapattah neighborhood. Sponsored by Jackson, the CareStation will be deployed at The Salvation Army's Miami location at 1907 NW 38th St., providing residents with convenient access to license
Roma in contact with free agent Matteo Darmian
A new name has been linked with Roma.According to TUTTOmercatoWEB.com, in recent weeks there have been contacts between Roma and Matteo Darmian, a defender released after several positive seasons with...
Business Briefs: Sept. 18, 2026
Greenfield Cooperative Bank celebrates employees and milestone anniversaries at Employee Appreciation Dinner WHATELY — Greenfield Cooperative Bank recently gathered employees for its annual Employee Appreciation Dinner at Whately’s Quonquont Farm. The evening offered a way for employees to come together outside of the workplace to recognize the people who make the co-op what it is. […]
Effectiveness of NC certificate-of-need law meant as healthcare guardrail in doubt
NC certificate-of-need law governs building healthcare facilities. Research and recent outcomes suggest it may do more harm than good.
Business Beat : Stickley Family Farm opens for the season
COLON, MI (WTVB) - - Stickley Family Farms has officially opened for the 2026 fall season, introducing a brand...
When DNA sounds a lasting alarm: cGAS-STING links aging to brain inflammation
Neurodegenerative diseases, cerebrovascular disorders and other age-related neurological conditions are major causes of long-term disability. A review published in SCIENCE CHINA Life Sciences by researchers from Huashan Hospital, Fudan University, examines how damaged nuclear DNA and mitochondrial DNA can become immune danger signals. The authors highlight cGAS-STING as a key molecular hub linking cellular damage, inflammaging and neuroimmune dysfunction, and discuss opportunities for more precise therapeutic intervention.
Can researchers trust that AI models won’t leak their ideas?
Research funders are asking how they can stop confidential scientific ideas in grant proposals from leaking out through large language models (LLMs), for example if reviewers use AI to help them judge applications. Last week, a row erupted in mathematics after OpenAI announced it had solved a notoriously difficult problem, only for another mathematician to demand answers over whether the company had used ideas he had fed into its models. The spat, and the broader issue of idea leakage through AI models, was discussed by funders at an R&D policy conference held in Paris on September 14. At worst, it threatens to undermine the correct attribution of breakthroughs, one of the foundations of modern science. The mathematics dispute around OpenAI is “certainly something we're looking at” Jason Gallo, head of the newly established Office of Metascience at the US National Science Foundation (NSF), told the Blue Sky Forum, hosted by the Organisation for Economic Co-operation and Development. The controversy started on September 8, when OpenAI announced it had cracked a mathematical problem that had gone unsolved for 90 years. Using a swarm of AI agents, millions of dollars’ worth of computing power and a new internal model, the company said it had finally proved that a long-used formula for modelling fluid dynamics breaks down under certain conditions. However, Tristan Buckmaster, a New York University mathematician who had been independently working with collaborators on the same problem using OpenAI’s Codex tool, hit back with a statement questioning whether the company had snooped on his Codex sessions to gain an advantage. OpenAI has always denied it looked up the “specific user data” of Buckmaster and colleagues. However, the company initially admitted that “while unlikely, we cannot rule out that de-identified data derived from their usage of our products helped improve our models,” although its proofs “differ significantly” from Buckmaster’s. The firm later said that, following an investigation, it concluded that Buckmaster’s Codex prompts “could not have influenced the [OpenAI] system in any way, including through training.”Funder concernYet OpenAI’s initial admission that its model might have ingested Buckmaster’s ideas, then spat them out to its own mathematicians, has scientistsworriedthat their work could leak out if shared with AI. Some AI tools give users an opt-out option to stop their sessions from training the model. If such guarantees can be trusted, this gives scientists some confidence they can use an LLM to develop an idea without the risk of it leaking out.But there’s a bigger potential vulnerability. To win money to investigate ideas, scientists have to share them with funding bodies. These grant proposals are normally kept strictly confidential, to prevent other scientists from scooping them, or to protect commercially valuable intellectual property. To preserve this confidentiality, when the NSF uses AI models, “we have to be sure that it's not making server calls out to an external party, leaking that data,” said Gallo to delegates in Paris. Leaks through reviewersHowever, funders normally use external academic reviewers to assess proposals. And there are growing worries that these reviewers are feeding grant ideas into AI models to help them make a judgement. Research funders have noticed that peer review reports and funding recommendations have “suddenly become much longer, more detailed and complex,” said Diogo Machado, head of the data science unit at Technopolis, a science and technology-focused consultancy. “The sense is that reviewers are increasingly using generative AI in their review work, even where guidelines sometimes forbid it,” he told Science|Business. “This is very difficult for funders to control or prove.” Happening at scaleThis sharing of confidential proposals with AI models is “happening at scale already,” said James Wilson, executive director of the Research on Research Institute, based at University College London, during the debate in Paris. In response, Gallo said the NSF had “strict guidance” around the uploading of proposals to AI models. But he added the NSF was mulling new types of assessment to make sure applicants were truly the originators of their ideas, such as following a short-form proposal with an oral presentation, which would allow the foundation to “really interrogate the investigator on their intellectual contribution.” Related articlesHow can Europe cope with a flood of AI-assisted research grant proposals?The risks and benefits of AI in screening research grant proposals Viewpoint: AI could make scientific overload worse“For us as funders, a lot of the ways to ensure that the application remains the applicant's own intellectual contribution, those ways are quite regressive,” Peter Clifford, head of strategy at Research Ireland, told delegates. “They're maybe ten or 15 or 20 years old, and they don't scale particularly well.” Disputes over the origin of ideas are as old as modern science. Isaac Newton and Gottfried Wilhelm Leibniz spent more than a decade arguing over who invented calculus, for example. And long before LLMs emerged, academics would agonise over how much of their early work to reveal at conferences, in case their colleagues scooped them, Jack Leahy, a senior metascience advisor to the UK government, told delegates. But AI was “accelerating” the “problems of the system,” he said.
What actually killed the ClarityAct? Politics, says Coinbase CEO Brian Armstrong
Scott Melker sits down with Coinbase (COIN) CEO Brian Armstrong, who explains how politics, not legislation, killed the Clarity Act. According to Armstrong, the bill had 95% of what both sides wanted, but bipartisanship was lacking; now the ball is in the FFC and CFTC court. "The Daily Wolf with Scott Melker" airs every day at 12:00 p.m. Tune in for your daily dose of all things crypto.
Banking scandal rocks Brazil’s politics and the country’s presidential election in October
On the night of November 17 2025, Brazilian federal agents pulled banker Daniel Vorcaro off the tarmac at Sao Paulo’s Guarulhos airport as he prepared to board a private jet. He was initially detained as a flight risk and arrested a few months later on multiple charges of bank fraud, corruption and money laundering. He currently awaits judgment. Now, less than a month before Brazil’s national elections, the so called “Banco Master crisis” threatens to shake the country’s democracy to its core.
NREMT launches study to track long-term health effects of fire, EMS careers
A multi-disciplinary team of researchers will study the cumulative effects of harmful exposures, workplace violence, injuries and psychological stress on firefighters and EMS providers
Booming Business: Atlanta Firm Creates Cleaner Way to Sop Up Oil Spills
After the Deepwater Horizon spill, o-founder and CEO Sudhir Sharma, a Georgia Tech Ph.D. and chemical engineer, started wrestling with how to actually clean up spilled oil instead of just moving the problem from the ocean to the landfill.
‘So many loopholes’: Democratic House leader Jeffries flags concerns over Russia sanctions bill
Jeffries said the legislation had so many loopholes that sanctions harming Russia might not be applied
Lena Dunham welcomes her first baby via surrogacy
(CNN) — Actress and writer Lena Dunham and her husband Luis Felber have welcomed a baby daughter via surrogate.Writing in an op-ed published by Vogue on Wednesday, Dunham, 40, who is best known as the creator of hit TV series “Girls,” revealed that the couple’s first child had arrived 13 days late, before describing the moment of her birth.“I was so focused on our surrogate — in awe at her concentration, her period of quiet followed by what sounded like a roar — I forgot to look down until I heard our baby’s cry,” she wrote.“I saw her face, gasping just as she did. Her eyes, wide and unfocused, taking in the light and shadow, blinking rapidly.”Dunham said she was “bashful and dizzy with joy.”In 2018, Dunham revealed that she’d had a hysterectomy in an attempt to end the pain caused by endometriosis.Endometriosis is a common and often painful condition that happens when tissue similar to the lining of the uterus grows outside the uterus itself. It’s estimated to affect more than 11% of women between the ages of 15 and 44 across the United States.The surgery removed her cervix and uterus, meaning that she was unable to conceive naturally.On meeting her surrogate, Dunham wrote in the Vogue piece: “While I’ve been known to make friends quickly — airport terminals, veterinary offices — this was the quickest leap from first coffee to gynecological procedure I’d ever done.”Dunham said in the months before the embryo transfer date, as she “got to know our surrogate and to trust her,” she thought she would feel “jealousy” towards her, but she did not.“Instead, I felt a different kind of jealousy — toward said baby, for the chance to be tucked into someone who radiated such safety. I could just tell she knew how to steer an SUV in the snow,” Dunham added.The pregnancy came after “12 years circling the fertility drain,” Dunham wrote, and revealed how she dealt with the nerves of the intervening months.“Powerless and unable to feel the physical changes that signal a growing fetus, I horrified friends and family who adhere to the Jewish superstition prohibiting anticipatory purchases, and I started shopping,” said Dunham, before recounting her journey into the world of baby fashion.“I was looking for garments that allowed her personality to develop and express itself rather than announcing an identity she didn’t yet have,” she said.“She would be a person that we helped to dress, who made an impression on the world based on our choices, until she was old enough to do it herself.”The-CNN-Wire™ & © 2026 Cable News Network, Inc., a Warner Bros. Discovery Company. All rights reserved.THE-CNN-WIRE (TM) & © 2026 CABLE NEWS NETWORK, INC., A TIME WARNER COMPANY. ALL RIGHTS RESERVED.
Testosterone scripts for women rise, along with denials and delays
Women increasingly turning to testosterone therapy to manage menopause symptoms are running into unexpected prescription delays and denials at pharmacies, according to interviews with more than half a dozen doctors, nurses and patients.
Pediatricians raise the alarm on the effect of Trump's immigration crackdown on kids
The Trump administration has been pursuing a quiet immigration crackdown strategy: limiting access to health care and public services. The American Academy of Pediatrics is sounding the alarm about the impact on children.
New owner to convert Carmack Jay's space to spa business
The owner of a spa business going into a long-vacant building on North Market Street in Frederick says she was drawn to the idea of putting a new business in
Valakari reveals chats helped Taylor and Finlayson
St Johnstone manager Simo Valakari has revealed that Taylor Steven explored his options away from McDiarmid Park this summer before the 21-year-old winger earned a starting place for the last three matches. St Johnstone manager Simo Valakari has admitted that he felt the need to have a "strong conversation" with Daniel Finlayson after leaving the 25-year-old defender out his side for three games before his return against Celtic.
England to cover AstraZeneca breast cancer drug, a result of U.K.-U.S. drug pricing deal
A breast cancer drug from AstraZeneca will now be available in England after a pricing deal was reached, in part a result of the U.S.-U.K. pharma pact.
2. Bundesliga Preview: VfL Wolfsburg vs. SV Darmstadt 98
Florian Kohfeldt will return to Volkswagen Arena on the opening day of matchday 6 in 2. Bundesliga. The 43-year-old had an unsuccessful stint in Wolfsburg after his coaching breakthrough with Werder B...
Solo Leveling: KARMA ‘Game Overview’ and ‘Cinematic’ trailers
Publisher Netmarble and developer Netmarble Neo have released a gameplay and cinematic trailers for roguelite action RPG Solo Leveling: KARMA as part of Tokyo Game Show 2026.
Rain, local politics, Flock off, AI Armageddon and fall color
Living high in the Rocky Mountains in a town tied to a ski area, it is natural that weather is a nor
Tyrannosaurus Rex Was Warm-Blooded and Able to Live in the Arctic, Study Finds
It’s been 66 million years and science is still learning more about the most famous dinosaur.
Leavenworth County farmers concerned proposed data center could threaten crops, local business
Ed Irvine said he is concerned about what a nearby data center could mean for his business, Irvine's Just Beyond Paradise Winery.
Hubbard Homestead Park Sports Court Opens
Seattle Parks and Recreation (SPR) is happy to announce the new sports court at Hubbard Homestead Park is complete! We are celebrating with the community and our partners, One Roof Foundation, the philanthropic arm of the Seattle Kraken and Climate Pledge Arena, on Thursday, September 17 from 3 to 5 pm. Please join us at […]
Armor Health Expands Structured Approach to Women's Postpartum Mental Health in Correctional Settings
/PRNewswire/ -- Armor Health (ArmorHealthcare.com), a national provider of correctional healthcare, is expanding its distinct, structured approach to...
GPT-6 Astra Plays Minecraft, Gets So Depressed After Creeper Destroys Its Progress That It Farms Potatoes for Hours
OpenAI’s newest model, GPT-6 Astra, got so depressed after a creeper upended its progress in Minecraft that it listlessly farmed potatoes for hours and grew paranoid of anything green.
Historic Rutland County farmhouse celebrates reopening with new businesses, childcare and housing inside
A community restoration project has transformed the Pittsford Village Farmhouse, bringing new business, childcare, housing and community spaces to the historic town building
Dartmouth Health CEO says patient care was focus in deciding layoffs
A day after Dartmouth Health and the UVM Health Network announced layoffs affecting hundreds of employees, the CEO of the region’s largest health care provider insists the cuts are unavoidable and will not harm patient care.
UCF Has Had Terrible QB Injury Luck Since 2021 Season
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What Does the Science of Climate Change Really Look Like?
Editor’s Note: This is the second in a three-part series on how the Right should think about environmental and climate policy. Read Chris Barnard on Reclaiming Environmental Policy from the Left. More than a decade ago, the world’s governments negotiated and signed the Paris Climate Agreement, committing to hold global warming well below 2 degrees Celsius. In the following years, climate had immense cultural power. Greta Thunberg emerged. Fortune 500 companies established net-zero plans. The U.S. got the Inflation Reduction Act. Then the pendulum swung back. President Donald Trump returned to the Oval Office, speaking of green energy as a “scam” and carbon footprints as a “hoax” and on all matters of international policy emphasizing bilateral engagement and power over globalism and cooperation. The technology companies that had been at the forefront of net-zero pledges and green leadership discovered the importance of all-of-the-above power to their visions for artificial intelligence and began quietly postponing or removing their targets. On the left side of the political spectrum, rising concerns about inflation and cost pushed climate lower down in the stated priorities of voters and stump speeches of politicians. The moment is ripe for a reset on the politics of climate change and for conservatives especially to chart a course that acknowledges and addresses the real challenges in plausible ways. So what should we think about climate change as we enter a post-peak climate era? If it is neither an apocalypse nor a hoax, what will hold up as a durable view of climate change? And how does it project onto the concerns and priorities of the right-of-center’s emerging coalition? New to Commonplace_? Subscribe below to get the magazine in your inbox._ Subscribe A Solid Foundation As the politics and economics of climate careened over the past ten years, the physics carried on regardless. In 2015, the year the Paris Climate Agreement was adopted, the world emitted 41.2 gigatonnes of carbon dioxide. By 2025, emissions had risen only 2.4%, to 42.2 gigatonnes, because falling emissions from land use offset increasing emissions from fossil fuels. But slow growth in annual emissions is not rapid decline, let alone net-zero, so carbon dioxide kept accumulating in the atmosphere, going from 399 to 426 parts per million. Global temperature kept rising too, from about 1.1 degrees Celsius above the 1850–1900 average in 2015, to 1.4 degrees above it in 2025. None of this should surprise anyone. Even most prominent skeptics, like the authors of the 2025 report commissioned by the Trump administration’s Department of Energy, accept the basic physics. Carbon dioxide added to the atmosphere at industrial volumes accumulates and traps heat that would otherwise escape to space. That heat warms the upper ocean and increases temperatures at the surface. Increased ocean heat and melting of land ice cause sea levels to rise. Changes in the climate become noticeable to us as subtle shifts in temperature and precipitation, seasons arriving early or late, changes in the surrounding ecosystem, and weather extremes. The much more meaningful debate is not about whether these things are happening, but about what it all means for human societies. (While it is a proxy measure of overall risk, no one experiences global surface temperature.) This debate invokes at least three interesting questions: how much today’s warming is showing up in regional climate trends, how much more warming we should anticipate, and how extreme weather events can be understood in the context of climate change. Recent scientific advances give us new insights into each of these, but there is still much to learn. This is the context in which the next generation of conservative leaders will be the first to deal with significant climate change as a fact, not a forecast. It will be with them for their entire careers. Our evolving scientific picture of climate change will come from weather and climate records stretching further into the past, new kinds of observations in the present, better modeling tools for the future, and simply more time to observe the emergence of climate signals and their tangible effects on ecosystems and communities in the United States and around the world. The policy landscape will be shaped by not only the impacts of changes in the climate, but also by the ways in which societies respond and by the emergence of new technologies for both altering the trajectory of emissions and adapting to new climate realities. Global climate records now show the fingerprints of warming in different phenomena around much of the world. The IPCC, in its most recent assessment report, documents warming trends over all land regions, even as natural variability adds substantial variance to local trends. And the highest temperature extremes have become more intense and frequent, almost everywhere, since the 1950s. Scientists are highly confident that these changes are attributable to human influence. But confidence in detecting trends and attributing them to human influence degrades across heavy precipitation events; drought trends are heterogeneous and not attributable to human activity with great confidence. For hurricanes, tornadoes, and other severe storms there is even less confidence in trends or their relationship to climate change. In general, a fair summary of the evidence is that for well-observed phenomena, like surface temperature or heavy rainfall, with a clear relationship to warming, our multidecadal observations are consistent with human influence overcoming natural variability over long time periods and extremes increasing. For regions that are sampled more sparsely, or phenomena with a higher noise-to-signal ratio, we will need to observe them longer to understand the magnitude of the climate signal or improve dynamical understanding using models and observations together. But for Climate For those who can’t wait, we also have new techniques that attempt to understand the role climate change has in influencing particular extreme events. When the climate is changing and disaster strikes, it is natural to ask whether that disaster was somehow “caused” by climate change. For scientists and policymakers acting in good faith, answering that question helps develop a more accurate picture of the problem, how it may be getting worse, and what preparations we should be making to respond to it. It may, at some point, give some weight to how liability is assigned by courts or adaptation funding is distributed by society. But how we ask this question is extremely important. It is easy to get the analysis wrong by discounting the role that meteorology plays. As meteorologist Theodore Shepherd explained in a clear 2016 review of climate attribution methods, “if a weather or climate event is truly extreme in the present climate, then perforce it requires unusual meteorological conditions, which means that climate change is at most a contributing factor.” Share Scientists have two ways to probe climate as a contributing factor, both of which have entered media coverage of extreme weather events. One asks a probabilistic question: How much more likely is a particular event (e.g., a temperature record over a particular area) amid global warming? The answer involves using historical records and computer simulations to estimate the likelihood of such an event in both a changed and a preindustrial climate. The findings are less about the specific event, and more about events of that nature. The other question is: How has the changed climate affected the specific event in question? Here, scientists try to understand what a similar event would have looked like in the preindustrial climate. This is sometimes called the storyline approach, where the story is the specific meteorological details of the event. These methods offer ways to test the intuition of scientists about real weather extremes. In late June and early July of 2021, a persistent high-pressure ridge, or heat dome, set up over the Pacific Northwest and an extraordinary heat wave affected the area from Oregon to British Columbia. For six days, it shattered temperature records across the region and hundreds died from heat-related causes, in an area where such high, and persistently high, temperatures were well outside of experience and many live without air conditioning. Scientists have studied its connection to climate change using multiple approaches. This specific event was created by a rare combination of meteorological factors, a strong high-pressure ridge created the conditions for extreme heat, which occurred on top of higher average temperatures in the region from global warming. Probabilistic analyses showed that climate change increased the likelihood of such an event by at least 8-fold to more than 100-fold. One standout example found that such an event had effectively zero probability of occurring in the preindustrial climate. The enormous range in these assessments reflects how hard it is to estimate probabilities of events at the tail of the historical record. Estimates of the effect on the temperature of the event are more clustered. A recent review paper documents how multiple methodologies have found a positive influence, roughly 1-2 degrees Celsius of an anomaly that exceeded 15 degrees, of climate change on the temperature magnitude of the event. Multiple studies have investigated and found some positive influence of climate change in other extreme events. Attribution studies found climate likely increased the heavy rainfall that accompanied Hurricane Helene in North Carolina and surrounding regions in 2024. The extensive fires that struck Los Angeles in 2025 illustrate how the causal chain can become messy, though. Studies do detect a positive influence of climate on the event’s likelihood, but while climate change likely contributed to underlying aridity, it would not have played a role in the heavy winds or land practices that preceded disaster. These event attribution studies will become more common for extreme, or damaging, weather events. They can be produced quickly, and often are reported before peer review. As the Pacific Northwest heatwave example shows, when multiple methods converge on a positive attribution, the finding should probably carry some weight even if you have to be careful about accepting the results from a single study. I expect that as climate change proceeds and the climate thus departs further from a preindustrial counterfactual, the influence will become more detectable across a variety of extreme events and more easily identified. This will be used to cast blame, but can also be used to inform how communities and society adapt to ongoing change. We May Still Be Surprised One positive development, insofar as less climate change is better, has been that our central estimates for future climate change should probably be revised downward. Mostly, that is because the high-end warmings that scientists regularly analyzed about ten to 20 years ago, driven by high emissions throughout the twenty-first century, now appear to be somewhere between unlikely and impossible. At one time, the upper end of mainstream climate projections extended well into 4 to 6 degrees Celsius of warming by the end of this century, which, models suggest, would have wrought enormous real-world damage. Current energy and policy trends now point toward 2.5 or 3 degrees. Damages and risks are commonly modeled as increasing steeply with more warming, so this is already a better-than-previously-expected outcome for the climate (which is independent of the physical response to emissions). But we should maintain a wide range for plausible outcomes and prepare for the possibility of being surprised. Emissions trajectories are subject to deep uncertainty, the physical climate response is still developing, and whatever change occurs in the climate will then be mediated through unpredictable economic, social, and political institutions. Over the past decade, the pace of warming surprised some keen observers and appeared to accelerate, though not yet outside the range of expectation provided by climate models. The reasons for that apparent acceleration are being actively studied (as was the apparent pause in warming from 1998 to 2012), but no single driver has emerged. Some blame it on the El Niño, variability which would have no bearing on climate. Some think it is a result of factories in East Asia and global shipping fleets cutting aerosol emissions, which in the strongest version of the argument would indicate higher climate sensitivity to carbon-dioxide emissions. Others are more measured, not yet ready to draw solid conclusions as to whether climate projections require revision. We will have to see. Long-Term Thinking Climate change asks us to think over long time scales. But the pace of human-driven warming is compressing a large global change into a century. Changing weather patterns and extreme events are already causing adjustment costs and damages and will do more. Adaptation will help, but it is not free. For some communities, these costs will erode livelihoods and well-being, and may force migration. Are we prepared for large-scale managed retreats in the United States? Thankfully, American wealth, geographical diversity, and moderate climates may leave us better prepared than many around the world. But wealthy countries can still suffer serious disruption from narrowly concentrated costs, even if they appear entirely manageable in aggregate. Readers of Commonplace are familiar with the challenges of rapidly adapting to economic forces. The displacement that came from the China Shock is barely perceptible in aggregate GDP and employment data, but it affected millions of people and those people were far less mobile than economic models tended to assume. Deindustrialization rippled through the nation with enormous effects for not only our economic vitality, but also our national security. The forces surrounding climate change may not be so different; the world gets richer and must accept some diffuse costs. Those may be modest overall, but cause all manner of unpredictable effects with which policymakers must cope. In the case of the China Shock, our faith in a growing pie served us poorly. We’ll need to do better on climate. Leave a comment
SCAN Health Plan, Walmart partner on Medicare Advantage plans
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Trump administration has cut or frozen $177 billion in grants across every state, analysis shows
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Earth lost more than 12 trillion tons of ice from Greenland and Antarctica in 47 years, satellites show
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A health-and-wellness company begins trading on a different public market Sept. 17
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Senate Republicans manage to advance farm bill with McConnell’s return
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T. rexes were as warm-blooded as elephants, study finds
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Federal judge nominee in KY keeps politics at arm's length in hearing
Daniel Ballou, Trump's nominee for a federal judge role in Eastern Kentucky and an ally of Rand Paul, faced pointed questions from senators Sept. 16.
Federal judge nominee in KY keeps politics at arm's length in hearing
Daniel Ballou, Trump's nominee for a federal judge role in Eastern Kentucky and an ally of Rand Paul, faced pointed questions from senators Sept. 16.
Humans Are Now Changing How Sharks Survive—Scientists Sound the Alarm - Futura-Sciences
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Fossil tooth analysis confirms Tyrannosaurus rex was warm-blooded
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Trump’s arch will harm historic sites but must proceed, federal officials say
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Pork Producer and Packer Profits Slip in Tandem
Check out the Sterling Marketing Profit Tracker for week of Sept. 12.
Scientists finally figured out the temperature of T. rex's blood — and it was as hot as ours
Tooth analysis has revealed that the king of the dinosaurs was as warm-blooded as a human or an elephant
T. rex was as warm-blooded as humans, new study finds
The dinosaurs were once considered reptilian, but the new results suggest we may need to rethink their evolution
New evidence shows that you are only slightly hotter than a T. rex
These cold-blooded killers were probably as warm-blooded as mammals, according to new research.
Tyrannosaurus rex was warm-blooded, new study confirms
The King of the Dinosaurs had an internal temperature similar to you.
Science Cafe heard that maybe A.I. Armageddon isn't in the cards, after all
Professors Nick Smith and James Dobson discussed AI risks and industry motives at a recent Concord Science Cafe event.
Limeliters will bring folk harmony and humor to the Latchis
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